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  1. Home
  2. 🧠 Knowledge & Memory
  3. Deadends.dev
Deadends.dev logo
Health: ActiveRecent health check succeeded.Last checked 9/22/2026, 7:02:14 AM

Deadends.dev

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View RepositoryVisit Website

Structured failure knowledge for AI agents β€” dead ends, workarounds, error chains

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag β€” we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "deadends-dev": {
      "command": "uvx",
      "args": [
        "deadends-dev"
      ]
    }
  }
}

πŸ’‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Tool Schemas (11) Directory Badge Claim listing Alternatives🧠 More in Knowledge & Memory

Capabilities & Tool Schemas (11) ~156 tokensApproximate context cost of this server’s tool schemas (~4 chars/token), before any tool is called. Actual usage depends on your client and model.Self-reported Self-reportedParsed from the repository README, not verified against a live server β€” may be incomplete or out of date.

Inspect callable tools, capabilities, and parameters exposed to AI agents by Deadends.dev.

lookup_error

Match an error message against 2000+ known patterns

get_error_detail

Full canon by ID

list_error_domains

All 54 domains with counts

search_errors

TF-IDF keyword search across all domains

list_errors_by_domain

All errors in a domain

list_errors_by_country

All country-scoped dead ends for an ISO alpha-2 code

Documentation Overview

deadends.dev

Precision@1 MRR Entries Domains Countries MCP Tools PyPI License

Stop AI agents from repeating known failures - in code AND in the real world.

AI assistants reliably fumble two kinds of problems: known-failed code fixes, and country-specific real-world rules they've never been exposed to in training. deadends.dev now covers both:

  • Code errors (2,089 entries, 51 domains): what NOT to try when an agent hits ModuleNotFoundError, CUDA OOM, CrashLoopBackOff, etc.
  • Country-scoped dead ends (250+ entries across 52 countries): visa rules (ETA/eVisitor, NZeTA, e-visas, arrival cards), banking requirements, legal red lines (lΓ¨se-majestΓ©, Β§86a, Article 301), cultural taboos (chopsticks in rice, clock gifts in China, red-ink names in Korea), food safety (tap-water safety by country), emergency numbers, driving norms (left-hand traffic), housing contracts - all the friction where a plausible-sounding global answer is wrong locally.

Why the expansion? Coding dead ends are largely solved by a good LLM. Country-specific friction - Japanese hanko requirements, Schengen 90/180 math, Ramadan business hours, Saudi alcohol ban, Indian beef taboos - is where generic AI advice breaks hardest. The codebase and schema are identical; the env segment just carries a country code.

90% Precision@1 Β· 0.935 MRR Β· Data Quality Dashboard

Website: deadends.dev Β· MCP Server: Smithery Β· PyPI: deadends-dev Β· API: /api/v1/index.json Repository: https://github.com/dbwls99706/deadends.dev

Why Use This?

Without deadends.devWith deadends.dev
Agent tries sudo pip install β†’ breaks system Python β†’ wastes 3 retriesAgent sees "dead end: sudo pip - fails 70%" β†’ skips it immediately
Agent tells user to tip 15% at a Tokyo restaurantAgent knows tipping is refused in Japan (culture/tipping-refused/jp)
Agent drafts a Thai social post referencing King Rama XAgent stops: Article 112 lèse-majesté risk (legal/lese-majeste-article-112/th)
Agent fixes error A, gets confused by error BAgent knows "A leads to B 78% of the time" β†’ handles both
Agent tells unmarried couple to kiss publicly in DubaiAgent flags UAE public decency law (legal/unmarried-public-affection/ae)

What makes this different from asking an LLM?

  • Deterministic: Same query β†’ same answer, every time. No hallucination.
  • Country-scoped: ID format {domain}/{slug}/{env} - env holds the country code (kr, jp, us, de...) so the same taboo can be answered differently for different jurisdictions.
  • Primary-sourced: Every country canon cites government sites, embassies, or verifiable reporting. No "based on general knowledge" answers.
  • Community-validated: Fix success rates updated from real outcome reports.
  • Sub-millisecond: Local regex matching, no API roundtrip.

ν˜„μ‹€μ μΈ ν•œκ³„ (운영 관점)

  • λͺ¨λ“  μ—λŸ¬λ₯Ό λ‹€ μ»€λ²„ν•˜μ§€λŠ” λͺ»ν•©λ‹ˆλ‹€. μ—†λŠ” μΌ€μ΄μŠ€λŠ” 이슈/PR/report_outcome둜 λΉ λ₯΄κ²Œ λ³΄μ™„ν•©λ‹ˆλ‹€.
  • μ„€λͺ…μ˜ κΉŠμ΄λ³΄λ‹€ μ‹€μ „ ν•΄κ²° μš°μ„ (dead end/workaround 쀑심)으둜 μ„€κ³„λ˜μ–΄ μžˆμŠ΅λ‹ˆλ‹€.
  • 신뒰성은 도메인/μΌ€μ΄μŠ€λ§ˆλ‹€ λ‹€λ₯Ό 수 μžˆμœΌλ―€λ‘œ, κ³ μœ„ν—˜ 변경은 곡식 λ¬Έμ„œ/벀더 κ°€μ΄λ“œμ™€ ꡐ차 검증을 ꢌμž₯ν•©λ‹ˆλ‹€.

Quick Start (30 seconds)

Terminal
pip install deadends-dev
deadends "CUDA error: out of memory"

MCP Server (Claude Desktop / Cursor)

Add to ~/.claude/claude_desktop_config.json:

config.json
{
  "mcpServers": {
    "deadend": {
      "command": "python",
      "args": ["-m", "mcp.server"],
      "cwd": "/path/to/deadends.dev"
    }
  }
}

Or install via Smithery (no local setup):

Terminal
npx -y @smithery/cli@latest install deadend/deadends-dev --client claude

MCP Unauthorized λΉ λ₯Έ ν•΄κ²° κ°€μ΄λ“œ (μ‚¬λžŒμš©)

deadend: calling "initialize": sending "initialize": Unauthorized μ—λŸ¬κ°€ 보이면 μ•„λž˜λ₯Ό μˆœμ„œλŒ€λ‘œ κ·ΈλŒ€λ‘œ μ‹€ν–‰/ν™•μΈν•˜μ„Έμš”.

  1. 둜컬 μ„œλ²„ λͺ¨λ“œμΈμ§€, 원격(Smithery) λͺ¨λ“œμΈμ§€ ν•˜λ‚˜λ§Œ μ‚¬μš©
bash
# 둜컬 μ„œλ²„ 확인 (정상 μ‹œ 툴 λͺ©λ‘μ΄ 좜λ ₯됨)
python -m mcp.server --help
  1. Claude Desktop μ„€μ • 파일 점검 (cwdλŠ” μ‹€μ œ κ²½λ‘œμ—¬μ•Ό 함)
bash
cat ~/.claude/claude_desktop_config.json
  1. 둜컬 μ„œλ²„ 직접 μ‹€ν–‰ ν…ŒμŠ€νŠΈ
bash
cd /path/to/deadends.dev
python -m mcp.server
  1. Smithery λͺ¨λ“œλΌλ©΄ μž¬μ„€μΉ˜(토큰/μ„€μ • κΌ¬μž„ 볡ꡬ)
Terminal
npx -y @smithery/cli@latest uninstall deadend/deadends-dev --client claude
npx -y @smithery/cli@latest install deadend/deadends-dev --client claude
  1. λ§ˆμ§€λ§‰μœΌλ‘œ Claude Desktop μ™„μ „ μž¬μ‹œμž‘
bash
# macOS μ˜ˆμ‹œ
osascript -e 'quit app "Claude"'
open -a Claude

팁: UnauthorizedλŠ” 보톡 잘λͺ»λœ cwd, 쀑볡 μ„œλ²„ μ„€μ •(둜컬+원격 λ™μ‹œ), λ˜λŠ” 만료된 인증 μƒνƒœμ—μ„œ λ°œμƒν•©λ‹ˆλ‹€.

Antigravity (Google AI IDE)

Add as a remote MCP server - no authentication required:

config.json
{
  "mcpServers": {
    "deadend": {
      "serverUrl": "https://deadends.dev/mcp",
      "type": "http"
    }
  }
}

Note: Antigravity uses serverUrl (not url). If you get Unauthorized, remove any existing deadend entries from the MCP Store and re-add manually using the config above. See the Antigravity MCP auth guide for general troubleshooting.

Python SDK

server.ts
from generator.lookup import lookup, batch_lookup, search

# Single error lookup
result = lookup("ModuleNotFoundError: No module named 'torch'")

# What NOT to try (saves tokens and time)
for d in result["dead_ends"]:
    print(f"AVOID: {d['action']} - fails {int(d['fail_rate']*100)}%")

# What actually works
for w in result["workarounds"]:
    print(f"TRY: {w['action']} - works {int(w['success_rate']*100)}%")

# Batch lookup (multiple errors at once)
results = batch_lookup(["error1", "error2", "error3"])

Example Response

Code
## ModuleNotFoundError: No module named 'X' (Python 3.11+)
Resolvable: true | Fix rate: 0.88

### Dead Ends (DO NOT TRY):
- pip install X with system Python (fails 70%): venv not activated

### Workarounds (TRY THESE):
- Create venv, activate, then pip install (works 95%)
- Use python -m pip install instead of bare pip (works 90%)

MCP Tools (11)

ToolDescription
lookup_errorMatch an error message against 2000+ known patterns
get_error_detailFull canon by ID
list_error_domainsAll 54 domains with counts
search_errorsTF-IDF keyword search across all domains
list_errors_by_domainAll errors in a domain
list_errors_by_countryAll country-scoped dead ends for an ISO alpha-2 code
get_country_summaryCountry-level summary (entries, fix rate, domain mix)
batch_lookupLook up multiple errors at once (max 10)
get_domain_statsDomain quality metrics and confidence levels
get_error_chainTraverse the error transition graph
report_outcomeReport whether a workaround worked (feeds back into success rates)

API Endpoints

EndpointDescription
/api/v1/match.jsonLightweight regex matching (fits in context window)
/api/v1/index.jsonFull error index with metadata (entries include country field for country canons)
/api/v1/{id}.jsonIndividual ErrorCanon
/api/v1/countries.jsonCountry index with counts and update dates
/api/v1/country/{cc}.jsonPer-country aggregate (one call returns all entries for that country)
/api/v1/openapi.jsonOpenAPI 3.1 spec
/api/v1/stats.jsonDataset quality metrics by domain
/api/v1/errors.ndjsonNDJSON streaming
/llms.txtLLM-optimized listing (llmstxt.org)
/dashboard/Data quality dashboard

Covered Domains (54)

Code error domains (51)

Read the full README β†’View source on GitHub β†’

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Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks β€” not a rating.

Last commit
14d ago
Most recent push to the default branch.
Tools exposed
11
Callable tools this server registers over MCP.
Directory activity
1 views
Config copies, upvotes, and views on AllMCPs.

Reviews

No reviews yet β€” be the first to share how this listing worked for you.

Frequently Asked Questions about Deadends.dev

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "deadends-dev": { "command": "uvx", "args": ["deadends-dev"] } }

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Technical Specs & Signals

Category🧠Knowledge & Memory
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimePython
Last updatedSep 10, 2026
7/7 checks healthy over the last 41d
Views1
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars0
GitHub Star CountTotal stargazers on GitHub representing community popularity (0 stars).
Last commit14d ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Sep 10, 2026
52Quality signal: Good Β· 52/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools25/30
Adoption & activity4/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

Supply-chain signal

No high-severity advisories surfaced by our automated scan.

Critical 0High 0Medium 0Low 0

Scanned 2d ago via OSV.dev Β· deadends-dev (PyPI)

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More in 🧠 Knowledge & Memory β†’Best MCP servers for Memory & Knowledge β†’Alternatives to Deadends.dev β†’Install in Claude DesktopInstall in CursorInstall in VS CodeSetup guides for all 13 MCP clients