A side-by-side look at the AI and Honesty MCP MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.
Verdict: choose AI for developer tools work as a local process; choose Honesty MCP for developer tools as a local process. You can also run both side by side in one mcpServers block.
check_grounding, corroborate_evidence, check_payout_invariance.Rows where the two servers differ are marked.
| Spec | H Honesty MCP | |
|---|---|---|
| Category | Developer Tools | Developer Tools |
| Quality signal | 53/100 · Good | 57/100 · Good |
| Install command | Confirmed | Confirmed |
| Transport | Local subprocess (stdio) | Local subprocess (stdio) |
| Auth | Not declared | No auth required |
| Pricing | Not declared | Free |
| Required env vars | None listed | None listed |
| Verified owner |
No tool names declared yet. Check the project README from the listing page.
check_groundingChecks citation structure in AI-generated text, sentence by sentence: uncited claims, honest placeholders, and citations whose marker is missing or whose evidence doesn't match lexically. Structural only; it does not verify that the evidence is true. The word-overlap matcher rejects some faithful p…corroborate_evidenceReports the evidence direction (supports / contradicts / mixed / none) and a graded verdict from distinct sources, not a vote count. With corroboration-kit 0.3 and later, sources count by independent origin (pages of one site count once unless you declare an `origin`). Independence is not verified,…check_payout_invarianceChecks, for the scenarios you supply, whether a ranking engine's output changes with who pays more (`runtime` mode, off unless `HONESTY_MCP_ENABLE_CODE_EXEC=1`) or whether payout identifiers appear in source text you send (`static-imports` mode, always available; it never reads files from disk). St…check_mutation_invarianceOff unless `HONESTY_MCP_ENABLE_CODE_EXEC=1` (it is not listed otherwise). Checks, for the scenarios you supply, whether a decision/score/ranking function's output depends on a variable it claims not to (protected attribute, geography, price, or anything you name). Not a formal proof for every possi…score_trust_identifiedScores an entity from known, identified contributors (reviewer accounts, raters, inspectors), shrinking thin evidence toward a prior. With no weighted evidence it returns the prior with `insufficient` confidence, not a measured score.assess_anonymous_authenticityScores unattributed/scraped sentiment on how organic it looks, with a heuristic discount for two specific patterns (source concentration, unusually uniform sentiment). It does not detect fabrication or verify independence, it is not a sentiment ranking (a strongly negative corpus scores lower than…Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.
{
"mcpServers": {
"contentrain-ai": {
"command": "npx",
"args": [
"-y",
"contentrain"
]
}
}
}
{
"mcpServers": {
"honesty-mcp": {
"command": "npx",
"args": [
"-y",
"honesty-mcp"
]
}
}
}
| Community listing |
| GitHub stars | 6 | 0 |
|---|
| Directory activity | 3 views 0 installs 0 upvotes | 0 views 0 installs 0 upvotes |
|---|
| Tools | Not listed | 14 |
|---|
| Full listing | View AI | View Honesty MCP |
|---|
check_provenance_claimscheck_claims_registryBuckets public-facing claims as current / stale / unverified against their linked evidence and last-verified date. With claims-registry-kit 0.4 and later, a placeholder reference such as `TODO` is unverified and the age limit is exact to the millisecond.append_audit_entryAppends one entry to a hash-chained, tamper-evident audit log.verify_audit_chainIndependently re-verifies a hash chain from genesis (an empty chain is valid with nothing checked); detects mutation and severed links unconditionally, plain tail deletion with `expectedMinLength`, and truncate-and-re-append (or a full rewrite) only with `anchor`; `expectedMinLength` alone does NOT…grade_decisionGrades one recommendation-and-decision pair against a before/after observation log, exposure-aligned, with separate floors per window and machine-readable refusal codes. `holding` requires both the exposed bad count to stay under `refuteThreshold` AND its bad rate to be below the baseline's (exact…compute_divergenceMeasures how often an engine and a human disagreed, and where a later outcome exists, reports engine-right/human-right as separate, never-blended counts. The optional custom `groupBySource` input is off unless `HONESTY_MCP_ENABLE_CODE_EXEC=1`.