Graph-first intermediate language for auditable LLM-generated graph queries and updates
Project description
CogLang
CogLang is a graph-first intermediate language for LLM-generated graph queries and updates, with auditable execution under explicit host contracts.
Status:
- stable
v1.1.0language core - reference implementation
- active experimental maintenance for host/runtime ecosystem work
- host bridge v0.2 frozen only for the narrow typed write-envelope surface
Current public language release: v1.1.0. The current Python distribution version is 1.1.3.
The Host Runtime Contract v0.2 frozen scope is the narrow typed write-envelope surface demonstrated by coglang host-demo and coglang reference-host-demo.
A minimal Node.js standard-library consumer is also included at examples/node_host_consumer to show non-Python tooling can read the HRC schema pack and envelope samples without importing the Python runtime.
An experimental in-repository Node.js minimal host/runtime stub is included at examples/node_minimal_host_runtime_stub; it is post-freeze example evidence, not an expansion of HRC v0.2.
LLM Discovery Snapshot
When to use CogLang:
- You want an LLM to generate graph operations that can be inspected before execution.
- You need errors to stay explicit values instead of becoming hidden control-flow failures.
- You need replayable traces for what an agent intended, submitted, and actually executed.
- You want host-side profile and capability checks before execution.
- You need a versioned host-runtime boundary for typed write-envelope submission and response evidence.
When not to use CogLang:
- You need a general-purpose programming language.
- You want a schema definition language.
- You simply need the native query language of a specific graph database in its native setting.
Short runnable examples:
coglang execute 'Query[n_, Equal[Get[n_, "category"], "Person"]]'
coglang execute 'IfFound[Traverse["einstein", "born_in"], x_, x_, "unknown"]'
coglang preflight --format text 'AllNodes[]'
coglang generation-eval --summary-only
coglang demo
node examples/node_host_consumer/consume_hrc_envelopes.mjs
node examples/node_minimal_host_runtime_stub/run_demo.mjs
Machine-readable project summaries:
Language Policy
CogLang's public documentation target is English-first.
New public-facing documentation should be written in English first. Chinese translations may be added as separate companion files, preferably with a .zh-CN.md suffix. If an English document and a translation disagree, the English document, executable conformance suite, and implementation tests take precedence.
30-Second Reading Guide
Use this table when you do not know which document to open first:
| You are... | Read first | Then read |
|---|---|---|
| Trying CogLang as a user | CogLang_Quickstart_v1_1_0.md | coglang demo, then CogLang_Release_Notes_v1_1_3.md |
| Checking install or release health | CogLang_Standalone_Install_and_Release_Guide_v0_1.md | coglang release-check, then CogLang_Minimal_CI_Baseline_v0_1.json |
| Implementing a host boundary | CogLang_HRC_v0_2_Final_Freeze_2026_04_28.md | CogLang_HRC_Companion_Asset_Classification_v0_1.md, then examples/node_host_consumer |
| Contributing changes | CogLang_Contribution_Guide_v0_1.md | ROADMAP.md, then the focused governance note for the subsystem you touch |
| Reviewing future work | ROADMAP.md | v1.2 and readable-render notes only when that subsystem is in scope |
First Reading Path
If this is your first time reading CogLang, start with the stable user and implementation path:
- CogLang_Quickstart_v1_1_0.md Build the first mental model, learn the most common expression patterns, and avoid early footguns.
- CogLang_Specification_v1_1_0_Draft.md Read the language boundary, representation model, and core operator semantics.
- CogLang_Profiles_and_Capabilities_v1_1_0.md
Understand
Baseline,Enhanced, profile availability, and capability boundaries. - CogLang_Conformance_Suite_v1_1_0.md Check executable examples and regression boundaries.
- CogLang_Standalone_Install_and_Release_Guide_v0_1.md Use this when you need standalone install, local validation, or release-facing checks.
- CogLang_HRC_v0_2_Final_Freeze_2026_04_28.md Check the frozen typed write-envelope host-runtime scope and executable evidence.
Planning and governance notes are indexed below. They are useful for reviews, but they are not required first-pass reading.
If you only have 10 minutes:
- Run
coglang demo. - Read the Quickstart.
- Skim the release notes to understand what is promised and what is not.
Install And Verify
From the stable release artifact:
pip install coglang
coglang info
coglang release-check
coglang preflight --format text 'AllNodes[]'
coglang generation-eval --summary-only
coglang execute 'Equal[1, 1]'
For packaged smoke and conformance checks, install the development extra so pytest is available:
pip install "coglang[dev]"
coglang smoke
coglang conformance smoke
From a checkout for development:
pip install -e ".[dev]"
coglang bundle
coglang preflight --format text 'AllNodes[]'
coglang generation-eval --summary-only
coglang smoke
coglang demo
coglang conformance --level smoke
The public CLI entry point is coglang.
The current minimal public command surface includes:
parsecanonicalizevalidatepreflightpreflight-fixtureexecuteconformancereplinfomanifestbundledoctorvocabexamplesgeneration-evalsmokedemohost-demoreference-host-demorelease-check
If help output includes additional reference commands, they do not automatically become part of the stable public surface.
What To Learn First
Start with four boundaries:
canonical textis the stable language form;readable renderis only a display layer.Create,Update, andDeleteexpress language-level write intent; durable submission is a host responsibility.Reserveddoes not mean production-ready by default.- Explicitly qualified extension operators are not yet the first teaching surface for everyday users.
Public Documentation Set
Stable core documents:
- CogLang_Quickstart_v1_1_0.md
- CogLang_Specification_v1_1_0_Draft.md
- CogLang_Conformance_Suite_v1_1_0.md
- CogLang_Profiles_and_Capabilities_v1_1_0.md
- CogLang_Operator_Catalog_v1_1_0.md
Governance and future-work notes:
- CogLang_Reserved_Operator_Promotion_Criteria_v0_1.md
- CogLang_Send_Carry_Forward_Exit_Matrix_v0_1.md
- CogLang_Readable_Render_Boundary_v0_1.md
- CogLang_Readable_Render_Golden_Example_Candidates_v0_1.md
- CogLang_Readable_Render_API_Promotion_Checklist_v0_1.md
- CogLang_Vision_Proposal_v0_1.md
- CogLang_v1_2_Evolution_Boundary_Proposal_v0_1.md
- CogLang_v1_2_Effect_Budget_Preflight_Vocabulary_v0_1.md
Integration and release-facing documents:
- CogLang_HRC_v0_2_Final_Freeze_2026_04_28.md
- CogLang_HRC_Companion_Asset_Classification_v0_1.md
- CogLang_HRC_v0_2_Freeze_Candidate_2026_04_28.md
- CogLang_Host_Runtime_Contract_v0_1.md
- CogLang_Standalone_Install_and_Release_Guide_v0_1.md
- CogLang_Release_Notes_v1_1_3.md
- CogLang_Release_Notes_v1_1_2.md
- CogLang_Release_Notes_v1_1_1.md
- CogLang_Release_Notes_v1_1_0.md
- CogLang_Contribution_Guide_v0_1.md
- ROADMAP.md
- MAINTENANCE.md
Chinese companion translations:
- CogLang_Quickstart_v1_1_0.zh-CN.md
- CogLang_Specification_v1_1_0_Draft.zh-CN.md
- CogLang_Conformance_Suite_v1_1_0.zh-CN.md
- CogLang_Standalone_Install_and_Release_Guide_v0_1.zh-CN.md
- CogLang_Release_Notes_v1_1_3.zh-CN.md
- CogLang_Release_Notes_v1_1_2.zh-CN.md
- CogLang_Release_Notes_v1_1_1.zh-CN.md
- CogLang_Release_Notes_v1_1_0.zh-CN.md
- CogLang_Contribution_Guide_v0_1.zh-CN.md
- CogLang_Host_Runtime_Contract_v0_1.zh-CN.md
- CogLang_Profiles_and_Capabilities_v1_1_0.zh-CN.md
- CogLang_Operator_Catalog_v1_1_0.zh-CN.md
Machine-readable and release-supporting files:
- llms.txt
- llms-full.txt
- CogLang_Open_Source_Boundary_v0_1.json
- CogLang_Minimal_CI_Baseline_v0_1.json
- CogLang_Public_Repo_Extract_Manifest_v0_1.json
Contribution Direction
The highest-value contributions are currently:
- conformance examples that pin down existing semantics
- documentation fixes that improve the first-run experience
- host integration examples that keep language semantics separate from host policy
- minimal executor examples that implement
executeandvalidatewithout copying Python host-local helpers - minimal non-Python host/runtime stubs that consume existing typed write envelopes without expanding HRC scope
- small CLI or packaging improvements that improve repeatable validation
For local test development, install the development extras:
pip install -e ".[dev]"
python -m pytest
Lower-priority contributions:
- expanding the language surface before current contracts are fully tested
- adding host-specific policy into the core language specification
- turning the project positioning into competitive claims without reproducible public evidence
Current Direction
Use the project documents this way:
- CogLang_Release_Notes_v1_1_3.md: latest Python package patch notes.
- CogLang_Release_Notes_v1_1_2.md: previous Python package patch notes.
- CogLang_Release_Notes_v1_1_0.md: stable language release commitments.
- CogLang_Vision_Proposal_v0_1.md: long-term capability proposal, not a release contract.
- CogLang_v1_2_Evolution_Boundary_Proposal_v0_1.md: v1.2 planning boundary for semantic-action evolution, not a stable specification.
- CogLang_v1_2_Effect_Budget_Preflight_Vocabulary_v0_1.md: minimal v1.2 vocabulary candidate for effect and graph-budget preflight, not executable v1.1 syntax.
- CogLang_Reserved_Operator_Promotion_Criteria_v0_1.md: evidence bar for moving
Carry-forward,Reserved, orExperimentalentries toward a more stable surface. - CogLang_Send_Carry_Forward_Exit_Matrix_v0_1.md: candidate-specific exit matrix for
Send; it does not freeze cross-instance dispatch. - CogLang_Readable_Render_Boundary_v0_1.md: boundary between canonical text, display-only readable rendering, and structured transport envelopes; it does not implement a renderer.
- CogLang_Readable_Render_Golden_Example_Candidates_v0_1.md: candidate readable-render examples and invariants for future renderer work; it does not freeze renderer output.
- CogLang_Readable_Render_API_Promotion_Checklist_v0_1.md: promotion gates for deciding whether candidate readable-render examples may become a public API or CLI surface; it does not implement a renderer.
- CogLang_HRC_v0_2_Final_Freeze_2026_04_28.md: host-runtime contract v0.2 frozen scope and evidence.
- CogLang_HRC_Companion_Asset_Classification_v0_1.md: classification of HRC formal scope, companion schema/examples, and historical records.
- CogLang_HRC_v0_2_Freeze_Candidate_2026_04_28.md: prior freeze-candidate review record.
- ROADMAP.md: what is prioritized or being explored.
- MAINTENANCE.md: how the project may slow down, freeze, transfer, or archive.
The roadmap is intentionally not a release contract and does not promise dates.
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