streamable-httpupdated 3mo ago
Version-pinned behavioral oracle for Rust package APIs, built for AI coding agents. Five deterministic tools backed by a Postgres substrate of 66,549,370 patternrecords and 107 successful probe runs across 7 task families (datetime, duration, base64, JSON strict-vs-permissive, JWT verify, AEAD encrypt/decrypt, constant-time compare).
What can you do with codeitall?
codeitall β Rust API behavioral oracle
Version-pinned behavioral oracle for Rust package APIs, built for AI coding
agents. Five deterministic tools backed by a Postgres substrate of
66,549,370 pattern_records and 107 successful probe runs across
7 task families (datetime, duration, base64, JSON strict-vs-permissive,
JWT verify, AEAD encrypt/decrypt, constant-time compare).
Hosted, free, no signup: https://api.codeitall.dev
This repository is codeitall's public surface β the API reference, OpenAPI spec, the "For AI Agents" page, and the per-family pages. The ingest/indexer and server source are not redistributed; you consume codeitall by querying the hosted API, not by running it yourself.
What it answers
The differentiator from a docs RAG: the substrate captures runtime behavior (what a function actually does on a canonical input set, observed empirically), not just documentation (what it claims to do). It targets the documentation-vs-runtime gap β yank status, RustSec advisories, deprecation renames, and cross-implementation behavior tables.
Tools
| Tool | Use it for |
|---|---|
answer_api_question |
Open-ended Rust API questions; routes deterministically (rule-based, no LLM) and falls back to bge-m3 cosine retrieval. |
signature_search |
You know the signature shape (fn(&str) -> Result<Vec<u8>, _>); get ranked candidate functions + crate, downloads, yank status. |
behavior_lookup |
A specific (crate, fn_name); get the probe-observation table verbatim β each row (input, outcome=ok|err|panic, value_or_error). |
compare_implementations |
A task category (e.g. "base64 crates"); get the side-by-side cross-implementation behavior table. |
find_modern_equivalent |
A suspected-deprecated call; get the current canonical alternative + yank/advisory rows. |
Determinism contract
No generative LLM sits between a request and its response. Every response is SQL + deterministic templating; the only model in the hot path is bge-m3, a deterministic textβvector embedder used for the cosine fallback (same input β same vector β same hits). This is a regression-pinned invariant.
Quickstart
# Mint a free anonymous key (no email, no signup):
curl -sX POST https://api.codeitall.dev/v1/keys \
-H 'content-type: application/json' -d '{}'
# Ask a question (HTTP REST):
curl -sX POST https://api.codeitall.dev/v1/answer_api_question \
-H 'content-type: application/json' \
-d '{"question":"how do I parse a duration string in rust"}'
GET aliases exist for every tool (browse-only clients); signature_search
also accepts a shape_b64 (base64url) parameter so URL re-encoding can't
mangle type-signature characters.
Access modes
- MCP β SSE/HTTP at
https://api.codeitall.dev/mcp(Bearer key), or stdio for self-hosters. - HTTP REST β
POST/GET /v1/<tool>. - OpenAPI 3.1 β
openapi.json(live:https://api.codeitall.dev/openapi.json).
Docs in this repo
for-ai-agents.htmlβ positioning, tool list, key snippet (live:https://api.codeitall.dev/for-ai-agents.html).api-reference.html/api-reference.mdβ generated tool reference + scope/coverage.agents/β one page per probe family.
Cost & limits
Free. Per-IP key issuance cap (10/day) and per-key quota (10,000/day). No paid tier, no email capture, no signup.
Install
Add codeitall to your client. Pick the one you use.
claude mcp add --transport http codeitall https://api.codeitall.dev/mcpcodex mcp add codeitall --url https://api.codeitall.dev/mcp{
"mcpServers": {
"codeitall": {
"url": "https://api.codeitall.dev/mcp"
}
}
}Add to `~/.cursor/mcp.json`, or `.cursor/mcp.json` for a single project.
{
"servers": {
"codeitall": {
"type": "http",
"url": "https://api.codeitall.dev/mcp"
}
}
}Add to `.vscode/mcp.json` in your workspace.
{
"mcpServers": {
"codeitall": {
"url": "https://api.codeitall.dev/mcp"
}
}
}Add to `claude_desktop_config.json`, then restart Claude Desktop.
{
"mcpServers": {
"codeitall": {
"serverUrl": "https://api.codeitall.dev/mcp"
}
}
}Add to `~/.codeium/windsurf/mcp_config.json`.
5 tools
codeitall exposes 5 tools to a connected agent.
- answer_api_question
- Open-ended Rust API questions; routes deterministically (rule-based, no LLM) and falls back to bge-m3 cosine retrieval.
- signature_search
- You know the signature shape (`fn(&str) -> Result<Vec<u8>, _>`); get ranked candidate functions + crate, downloads, yank status.
- behavior_lookup
- A specific `(crate, fn_name)`; get the probe-observation table verbatim β each row `(input, outcome=ok\
- compare_implementations
- A task category (e.g. "base64 crates"); get the side-by-side cross-implementation behavior table.
- find_modern_equivalent
- A suspected-deprecated call; get the current canonical alternative + yank/advisory rows.
Score
57 / 100
Adequate
- Documentation17/25
- Maintenance13/25
- Trust9/20
- Capability6/15
- Install experience12/15
- Documents what it does and how to connect
- Has a resolvable package or endpoint
- Exposes at least one tool, prompt or resource
- README has substantive content
- Includes a code example
- Documents its configuration
- Mentions credentials or security posture
- Last commit 97 days ago
- Has a release history
- Repository is not archived
- No licence detected
- Namespace verified in the official MCP registry
- Claimed by its owner
- Published under an organisation
- 5 tool(s) documented
- Provides prompt templates
- Provides resources
- 6 documented install method(s)
- Published to a package registry
- Offers a hosted endpoint β no local install
Version history
| Versions | Published |
|---|---|
| 0.1.0Latest | May 27, 2026 |